[Numpy-discussion] repeat array along new axis without making a copy

Warren Weckesser warren.weckesser@enthought....
Wed Feb 15 06:25:20 CST 2012


On Wed, Feb 15, 2012 at 2:25 AM, Steve Schmerler
<elcortogm@googlemail.com>wrote:

> Hi
>
> I'd like to repeat an array along a new axis (like broadcast):
>
>    In [8]: a
>    Out[8]:
>    array([[0, 1, 2],
>           [3, 4, 5]])
>    In [9]: b=repeat(a[None,...], 3, axis=0)
>    In [10]: b
>    Out[10]:
>    array([[[0, 1, 2],
>            [3, 4, 5]],
>
>           [[0, 1, 2],
>            [3, 4, 5]],
>
>           [[0, 1, 2],
>            [3, 4, 5]]])
>
>    In [18]: id(a); id(b[0,...]); id(b[1,...]); id(b[2,...])
>    Out[18]: 40129600
>    Out[18]: 39752080
>    Out[18]: 40445232
>    Out[18]: 40510272
>
>
> Can I do this such that each sub-array b[i,...] is a view and not a copy?
>



Yes, such an array can be created using the as_strided() function from the
module numpy.lib.stride_tricks:


In [1]: from numpy.lib.stride_tricks import as_strided

In [2]: a = array([[1,2,3],[4,5,6]])

In [3]: b = as_strided(a, strides=(0, a.strides[0], a.strides[1]),
shape=(3, a.shape[0], a.shape[1]))

In [4]: b
Out[4]:
array([[[1, 2, 3],
        [4, 5, 6]],

       [[1, 2, 3],
        [4, 5, 6]],

       [[1, 2, 3],
        [4, 5, 6]]])

In [5]: a[0,0] = 99

In [6]: b
Out[6]:
array([[[99,  2,  3],
        [ 4,  5,  6]],

       [[99,  2,  3],
        [ 4,  5,  6]],

       [[99,  2,  3],
        [ 4,  5,  6]]])


Warren
-------------- next part --------------
An HTML attachment was scrubbed...
URL: http://mail.scipy.org/pipermail/numpy-discussion/attachments/20120215/3040480a/attachment.html 


More information about the NumPy-Discussion mailing list